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Damiano Zanotto

17 accepted papers

2026

A Compact Rotary Series Elastic Actuator with Wide Deflection Range and Linear Torque Response for pHRI Applications

ICRA 2026poster

This paper presents the design and characterization of a new series elastic actuator (SEA) for physical human-robot interaction (pHRI) featuring a compact spring mechanism. The spring mechanism consists of ten compression springs, fitted on output rotors and arranged in a curved formation. The compr…

Cited by 0Scholar
2026

Reinforcement Learning Control Outperforms Iterative Learning in Exoskeleton-Assisted Gait Training

ICRA 2026poster

Learning-based controllers are increasingly adopted in lower-extremity powered exoskeletons, yet their advantages over traditional adaptive approaches remain underexplored. We compared two adaptive assist-as-needed (AAN) controllers for gait training with an ankle exoskeleton: a reinforcement learni…

Cited by 0Scholar
2026

Task-Adaptive Admittance Control for Human-Quadrotor Cooperative Load Transportation With Dynamic Cable-Length Regulation

RA-L 2026

The collaboration between humans and robots is critical in many robotic applications, especially in those requiring physical human-robot interaction (pHRI). Previous research in pHRI has largely focused on robotic manipulators, employing impedance or admittance control to maintain operational safety

Cited by 0SourceScholar
2025

Reinforcement Learning Assist-As-Needed Control Promotes Recovery of Walking Speed Following Ankle Weight Perturbations

IROS 2025

Self-selected walking speed is a key outcome for exercise-based rehabilitation programs following lower-extremity trauma. This work introduces a novel reinforcement learning-based assist-as-needed (RL-AAN) controller for ankle exoskeletons, aimed at gait speed training. Built on an actor–critic arch

Cited by 0SourceScholar
2024

In-Flight Cable Length Control for Improved Quadrotor-Based Suspended Load Transportation

RA-L 2024

Load transportation (LT) using quadrotor unmanned aerial vehicles (UAVs) has drawn increasing interest from the robotics community in recent years. Two main alternative load carrying modalities have been investigated. Namely, the load is either rigidly attached to the body of the quadrotor (LT-RA),

Cited by 15SourceScholar
2022

Ecological Validation of Machine Learning Models for Spatiotemporal Gait Analysis in Free-Living Environments Using Instrumented Insoles

RA-L 2022

Continuous gait monitoring may aid the early diagnosis of neurological and musculoskeletal conditions and help validate the effectiveness of new treatments. However, consumer-grade activity trackers can only capture summary gait metrics, whereas most of the research-grade devices capable of estimati

Cited by 10SourceScholar
2022

Reinforcement Learning-Based Adaptive Biofeedback Engine for Overground Walking Speed Training

RA-L 2022

Wearable biofeedback systems (WBS) have been proposed to aid physical rehabilitation of individuals with motor impairments. Due to significant inter- and intra-individual differences, the effectiveness of a given biofeedback strategy may vary for different users and across therapeutic sessions, as a

Cited by 9SourceScholar
2021

Gaussian Process Regression for COP Trajectory Estimation in Healthy and Pathological Gait Using Instrumented Insoles

IROS 2021poster

Research in powered prostheses and orthoses has relied on COP measurements to inform a device’s controller about the body’s progression through the gait cycle, and to provide sensory substitution for prosthesis users, thereby helping them maintain balance during locomotion. Obtaining accurate COP me…

Cited by 10SourceScholar
2020

An Outsole-Embedded Optoelectronic Sensor to Measure Shear Ground Reaction Forces During Locomotion

ICRA 2020poster

Online estimation of 3D ground reaction forces (GRFs) is becoming increasingly important for closed-loop control of lower-extremity robotic exoskeletons. Through in-verse dynamics and optimization models, 3D GRFs can be used to estimate net joint torques and approximate muscle forces. Although instr…

Cited by 0SourceScholar
2020

Robot-Assisted and Wearable Sensor-Mediated Autonomous Gait Analysis§

ICRA 2020poster

In this paper, we propose an autonomous gait analysis system consisting of a mobile robot and custom-engineered instrumented insoles. The robot is equipped with an on-board RGB-D sensor, the insoles feature inertial sensors and force sensitive resistors. This system is motivated by the need for a ro…

Cited by 22SourceScholar
2019

Adaptive Assist-as-needed Control Based on Actor-Critic Reinforcement Learning

IROS 2019poster

In robot-assisted rehabilitation, assist-as-needed (AAN) controllers have been proposed to promote subjects’ active participation, which is thought to lead to better training outcomes. Most of these AAN controllers require a patient-specific manual tuning of the parameters defining the underlying fo…

Cited by 37SourceScholar
2019

Tracking Control of Fully-Constrained Cable-Driven Parallel Robots using Adaptive Dynamic Programming

IROS 2019poster

In this paper, a new adaptive tracking controller with learning ability is proposed for fully-constrained cable-driven parallel robots (CDPRs). For these systems, the necessity of maintaining positive and bounded tensions in all cables while coping with disturbances represents a critical control req…

Cited by 5SourceScholar
2017

Design and Optimal Control of an Underactuated Cable-Driven Micro-Macro Robot

RA-L 2017

In this paper, a planar underactuated cable-driven micro-macro robot is presented. The system consists of two-link passive serial manipulator attached to a cable-suspended parallel robot. The system is conceived for applications requiring point-to-point motions inside large workspaces in the presenc

Cited by 29SourceScholar
2017

Estimating CoP Trajectories and Kinematic Gait Parameters in Walking and Running Using Instrumented Insoles

RA-L 2017

Quantitative analysis of the plantar pressure distribution during dynamic tasks can facilitate diagnosis of foot and ankle dysfunctions and prevent potential injuries by providing detailed information about weight bearing and weight shifting patterns. Traditional laboratory measurements are currentl

Cited by 49SourceScholar
2017

Performance evaluation of a new design of cable-suspended camera system

ICRA 2017poster

Adaptive cable-driven parallel robots can adjust the position of one or more pulley blocks to optimize performance within a given workspace. Because of their augmented kinematic redundancy, adaptive systems have several advantages over their traditional counterparts featuring the same numbers of cab…

Cited by 11SourceScholar